Insights, guides, and updates about AI search engines, product discovery, and making your products visible to AI answer engines.
A constantly updated guide to every major AI crawler and user-agent hitting the web. What they do, why they matter, and how to stay in control of your product data in the AI era.
Pricing isn't universal: across 1.3M products from 100k+ shops, "on sale" can mean anything from always-discounted catalogs to rare promotions, and even the "normal" price ending (.99 vs .90 vs .00) changes sharply by country and currency. This post benchmarks global averages against local pricing cultures so merchants can price and promote in ways that feel native, not imported.
As of December 2025, llms.txt is still a promising but mostly experimental hint file for AI answer engines, and this constantly updated guide explains which platforms actually crawl or use it, and which still quietly ignore it.
Learn about the Product Registry and how it helps merchants get discovered by AI answer engines.